v1.0.alpha7
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
DataFrame
NO COMPARISON TARGET
35504
ROWS
0
DUPLICATES
24.1 MB
RAM
48
FEATURES
5
CATEGORICAL
41
NUMERICAL
2
TEXT
WAR
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,135
(3%)
MAX
12.4
95%
4.6
Q3
1.4
AVG
0.9
MEDIAN
0.2
Q1
-0.2
5%
-0.8
MIN
-4.0
RANGE
16.5
IQR
1.60
STD
1.74
VAR
3.01
KURT.
3.71
SKEW
1.80
SUM
30,672
1
name_common
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
5,208
(15%)
40
0%
-
-
Sandy Alomar
34
0%
-
-
Jose Cruz
34
0%
-
-
Jerry Hairston
33
0%
-
-
Alex Gonzalez
32
0%
-
-
Gary Matthews
32
0%
-
-
Dick Schofield
31
0%
-
-
Frank Thomas
35,268
99%
-
-
(Other)
2
age
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
34
(0%)
MAX
54.0
95%
36.0
Q3
31.0
AVG
28.0
MEDIAN
28.0
Q1
25.0
5%
22.0
MIN
17.0
RANGE
37.0
IQR
6.00
STD
4.20
VAR
17.6
KURT.
0.004
SKEW
0.516
SUM
995k
3
mlb_ID
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
5,287
(15%)
MAX
671k
95%
548k
Q3
400k
AVG
215k
MEDIAN
121k
Q1
115k
5%
111k
MIN
110k
RANGE
561k
IQR
285k
STD
163k
VAR
26.6B
KURT.
-0.101
SKEW
1.25
SUM
7.6B
4
player_ID
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
5,287
(15%)
29
0%
-
-
henderi01
27
0%
-
-
baineha01
25
0%
-
-
rosepe01
25
0%
-
-
sierrru01
25
0%
-
-
dempsri01
25
0%
-
-
bucknbi01
25
0%
-
-
thomeji01
35,323
99%
-
-
(Other)
5
year_ID
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
60
(0%)
MAX
2,019.0
95%
2,017.0
Q3
2,007.0
MEDIAN
1,993.0
AVG
1,992.0
Q1
1,978.0
5%
1,964.0
MIN
1,960.0
RANGE
59.0
IQR
29.0
STD
16.9
VAR
284
KURT.
-1.13
SKEW
-0.166
SUM
70.7M
6
team_ID
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
40
(0%)
7
stint_ID
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
4
(0%)
8
lg_ID
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
2
(0%)
9
PA
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
765
(2%)
MAX
778
95%
662
Q3
449
AVG
262
MEDIAN
200
Q1
57
5%
6
MIN
0
RANGE
778
IQR
392
STD
223
VAR
49,765
KURT.
-1.08
SKEW
0.532
SUM
9.3M
10
G
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
165
(0%)
MAX
165
95%
155
Q3
123
AVG
75
MEDIAN
71
Q1
24
5%
5
MIN
1
RANGE
164
IQR
99.0
STD
51.8
VAR
2,682
KURT.
-1.38
SKEW
0.158
SUM
2.6M
11
Inn
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
5,510
(16%)
MAX
1,490
95%
1,338
Q3
937
AVG
540
MEDIAN
419
Q1
115
5%
10
MIN
0
RANGE
1,490
IQR
822
STD
456
VAR
208k
KURT.
-1.17
SKEW
0.478
SUM
19.2M
12
runs_bat
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
5,827
(16%)
MAX
116
95%
23
Q3
2
AVG
0
MEDIAN
-1
Q1
-5
5%
-14
MIN
-48
RANGE
164
IQR
7.81
STD
11.6
VAR
134
KURT.
6.29
SKEW
1.73
SUM
4,587
13
runs_br
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,355
(4%)
MAX
18.6
95%
2.9
Q3
0.5
AVG
0.0
MEDIAN
-0.0
Q1
-0.7
5%
-2.3
MIN
-7.9
RANGE
26.5
IQR
1.14
STD
1.64
VAR
2.68
KURT.
8.75
SKEW
1.56
SUM
1,115
14
runs_dp
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
820
(2%)
MAX
6.7
95%
1.5
Q3
0.4
MEDIAN
0.0
AVG
-0.0
Q1
-0.4
5%
-1.6
MIN
-6.2
RANGE
12.9
IQR
0.770
STD
0.920
VAR
0.846
KURT.
3.43
SKEW
-0.023
SUM
-573
15
runs_field
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
496
(1%)
MAX
36.0
95%
8.5
Q3
1.2
MEDIAN
0.0
AVG
-0.0
Q1
-1.7
5%
-8.0
MIN
-32.3
RANGE
68.3
IQR
2.90
STD
4.98
VAR
24.8
KURT.
5.24
SKEW
0.440
SUM
-297
16
runs_infield
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
17
(0%)
MAX
9.0
95%
1.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-1.0
MIN
-7.0
RANGE
16.0
IQR
0.00
STD
0.756
VAR
0.571
KURT.
12.9
SKEW
0.406
SUM
137
17
runs_outfield
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
28
(0%)
MAX
17.0
95%
2.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-2.0
MIN
-12.0
RANGE
29.0
IQR
0.00
STD
1.36
VAR
1.84
KURT.
14.5
SKEW
0.787
SUM
29.0
18
runs_catcher
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
43
(0%)
MAX
27.0
95%
1.0
Q3
0.0
MEDIAN
0.0
AVG
-0.0
Q1
0.0
5%
-1.0
MIN
-20.0
RANGE
47.0
IQR
0.00
STD
1.50
VAR
2.24
KURT.
45.1
SKEW
1.63
SUM
-107
19
runs_good_plays
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
20
(0%)
MAX
10.0
95%
1.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-1.0
MIN
-10.0
RANGE
20.0
IQR
0.00
STD
0.803
VAR
0.646
KURT.
22.0
SKEW
0.523
SUM
23.0
20
runs_defense
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
534
(2%)
MAX
40.0
95%
10.0
Q3
2.0
MEDIAN
0.0
AVG
-0.0
Q1
-2.2
5%
-9.0
MIN
-43.0
RANGE
83.0
IQR
4.20
STD
5.76
VAR
33.1
KURT.
4.45
SKEW
0.468
SUM
-215
21
runs_position
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
2,225
(6%)
MAX
10.9
95%
6.5
Q3
1.9
MEDIAN
0.0
AVG
-0.0
Q1
-1.5
5%
-6.7
MIN
-16.2
RANGE
27.1
IQR
3.38
STD
3.68
VAR
13.6
KURT.
1.01
SKEW
-0.220
SUM
-511
22
runs_position_p
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1
(0%)
23
runs_replacement
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
2,500
(7%)
MAX
26.8
95%
22.4
Q3
15.3
AVG
8.9
MEDIAN
6.8
Q1
1.9
5%
0.2
MIN
0.0
RANGE
26.8
IQR
13.3
STD
7.58
VAR
57.5
KURT.
-1.04
SKEW
0.543
SUM
315k
24
runs_above_rep
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,115
(3%)
MAX
127
95%
46
Q3
15
AVG
9
MEDIAN
2
Q1
-1
5%
-7
MIN
-36
RANGE
163
IQR
16.0
STD
17.0
VAR
290
KURT.
3.79
SKEW
1.82
SUM
320k
25
runs_above_avg
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,056
(3%)
MAX
106
95%
25
Q3
3
AVG
0
MEDIAN
-2
Q1
-6
5%
-16
MIN
-53
RANGE
160
IQR
9.00
STD
12.8
VAR
163
KURT.
5.88
SKEW
1.70
SUM
4,351
26
runs_above_avg_off
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
927
(3%)
MAX
111
95%
22
Q3
2
AVG
0
MEDIAN
-1
Q1
-5
5%
-14
MIN
-42
RANGE
153
IQR
7.60
STD
11.1
VAR
124
KURT.
6.65
SKEW
1.86
SUM
4,562
27
runs_above_avg_def
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
632
(2%)
MAX
48.3
95%
12.5
Q3
2.3
AVG
-0.0
MEDIAN
-0.1
Q1
-2.9
5%
-11.4
MIN
-50.7
RANGE
99.0
IQR
5.20
STD
7.03
VAR
49.4
KURT.
3.41
SKEW
0.509
SUM
-734
28
WAA
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,076
(3%)
MAX
10.2
95%
2.6
Q3
0.3
AVG
-0.0
MEDIAN
-0.2
Q1
-0.7
5%
-1.7
MIN
-5.6
RANGE
15.7
IQR
0.940
STD
1.33
VAR
1.76
KURT.
5.41
SKEW
1.62
SUM
-0.410
29
WAA_off
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
952
(3%)
MAX
10.4
95%
2.3
Q3
0.2
AVG
0.0
MEDIAN
-0.1
Q1
-0.6
5%
-1.4
MIN
-4.4
RANGE
14.8
IQR
0.810
STD
1.16
VAR
1.34
KURT.
5.92
SKEW
1.75
SUM
104
30
WAA_def
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
662
(2%)
MAX
5.0
95%
1.3
Q3
0.2
AVG
0.0
MEDIAN
-0.0
Q1
-0.3
5%
-1.2
MIN
-5.2
RANGE
10.2
IQR
0.550
STD
0.738
VAR
0.544
KURT.
3.53
SKEW
0.569
SUM
91.0
31
WAR_def
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
662
(2%)
MAX
5.0
95%
1.3
Q3
0.2
AVG
0.0
MEDIAN
-0.0
Q1
-0.3
5%
-1.2
MIN
-5.2
RANGE
10.2
IQR
0.550
STD
0.738
VAR
0.544
KURT.
3.53
SKEW
0.569
SUM
91.0
32
WAR_off
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,019
(3%)
MAX
12.4
95%
4.3
Q3
1.4
AVG
0.9
MEDIAN
0.2
Q1
-0.1
5%
-0.6
MIN
-3.1
RANGE
15.5
IQR
1.53
STD
1.59
VAR
2.52
KURT.
3.59
SKEW
1.80
SUM
30,776
33
WAR_rep
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
270
(1%)
MAX
2.72
95%
2.18
Q3
1.49
AVG
0.86
MEDIAN
0.66
Q1
0.19
5%
0.02
MIN
0.00
RANGE
2.72
IQR
1.30
STD
0.738
VAR
0.544
KURT.
-1.05
SKEW
0.543
SUM
30,673
34
salary
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
2,762
(8%)
MAX
36.8M
95%
6.2M
Q3
0.5M
AVG
1.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
36.8M
IQR
514k
STD
2.9M
VAR
8.3T
KURT.
25.0
SKEW
4.53
SUM
37.4B
35
pitcher
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1
(0%)
36
teamRpG
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
31,267
(88%)
MAX
6.50
95%
5.09
Q3
4.66
AVG
4.38
MEDIAN
4.38
Q1
4.08
5%
3.75
MIN
2.69
RANGE
3.81
IQR
0.585
STD
0.417
VAR
0.174
KURT.
-0.009
SKEW
0.088
SUM
156k
37
oppRpG
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
119
(0%)
MAX
5.40
95%
5.05
Q3
4.69
MEDIAN
4.45
AVG
4.43
Q1
4.10
5%
3.86
MIN
3.41
RANGE
1.99
IQR
0.590
STD
0.393
VAR
0.154
KURT.
-0.182
SKEW
0.053
SUM
157k
38
oppRpPA_rep
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
116
(0%)
MAX
0.095
95%
0.092
Q3
0.085
MEDIAN
0.079
AVG
0.078
Q1
0.072
5%
0.066
MIN
0.055
RANGE
0.040
IQR
0.013
STD
0.008
VAR
0.00
KURT.
-0.323
SKEW
-0.223
SUM
2,786
39
oppRpG_rep
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
25,777
(73%)
MAX
5.40
95%
4.95
Q3
4.58
MEDIAN
4.35
AVG
4.33
Q1
4.02
5%
3.75
MIN
3.27
RANGE
2.13
IQR
0.564
STD
0.389
VAR
0.152
KURT.
-0.178
SKEW
0.032
SUM
154k
40
pyth_exponent
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
300
(1%)
MAX
2.008
95%
1.934
Q3
1.891
MEDIAN
1.861
AVG
1.858
Q1
1.821
5%
1.785
MIN
1.682
RANGE
0.326
IQR
0.070
STD
0.048
VAR
0.002
KURT.
-0.069
SKEW
-0.125
SUM
65,958
41
pyth_exponent_rep
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
222
(1%)
MAX
1.970
95%
1.928
Q3
1.886
MEDIAN
1.859
AVG
1.854
Q1
1.817
5%
1.784
MIN
1.718
RANGE
0.252
IQR
0.069
STD
0.047
VAR
0.002
KURT.
-0.088
SKEW
-0.137
SUM
65,834
42
waa_win_perc
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,486
(4%)
MAX
0.698
95%
0.524
Q3
0.505
MEDIAN
0.495
AVG
0.495
Q1
0.485
5%
0.465
MIN
0.291
RANGE
0.406
IQR
0.020
STD
0.020
VAR
0.00
KURT.
7.86
SKEW
-0.800
SUM
17,558
43
waa_win_perc_off
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
1,302
(4%)
MAX
0.687
95%
0.521
Q3
0.504
MEDIAN
0.495
AVG
0.495
Q1
0.487
5%
0.469
MIN
0.335
RANGE
0.353
IQR
0.018
STD
0.017
VAR
0.00
KURT.
5.41
SKEW
-0.349
SUM
17,581
44
waa_win_perc_def
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
927
(3%)
MAX
0.643
95%
0.514
Q3
0.505
MEDIAN
0.499
AVG
0.499
Q1
0.494
5%
0.485
MIN
0.335
RANGE
0.308
IQR
0.011
STD
0.010
VAR
0.00
KURT.
18.2
SKEW
-0.677
SUM
17,730
45
waa_win_perc_rep
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
187
(1%)
MAX
0.500
95%
0.496
Q3
0.492
AVG
0.489
MEDIAN
0.488
Q1
0.486
5%
0.484
MIN
0.481
RANGE
0.019
IQR
0.006
STD
0.004
VAR
0.00
KURT.
-0.613
SKEW
0.484
SUM
17,366
46
OPS_plus
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
33,940
(96%)
MAX
1,201
95%
147
Q3
110
MEDIAN
86
AVG
79
Q1
57
5%
-26
MIN
-100
RANGE
1,301
IQR
52.7
STD
57.8
VAR
3,336
KURT.
14.9
SKEW
0.376
SUM
2.8M
47
TOB_lg
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
28,657
(81%)
MAX
278
95%
218
Q3
148
AVG
86
MEDIAN
66
Q1
19
5%
2
MIN
0
RANGE
278
IQR
129
STD
73.7
VAR
5,425
KURT.
-1.04
SKEW
0.549
SUM
3.1M
48
TB_lg
VALUES:
35,504
(100%)
MISSING:
---
DISTINCT:
29,914
(84%)
MAX
339
95%
241
Q3
163
AVG
95
MEDIAN
73
Q1
21
5%
2
MIN
0
RANGE
339
IQR
142
STD
81.3
VAR
6,605
KURT.
-0.998
SKEW
0.558
SUM
3.4M
WAR
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
1.00
WAR_off
0.94
WAA
0.92
runs_above_avg
0.92
WAA_off
0.84
runs_above_avg_off
0.84
runs_bat
0.77
PA
0.71
TOB_lg
0.71
WAR_rep
0.70
runs_replacement
0.70
Inn
0.69
TB_lg
0.69
waa_win_perc
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.10
team_ID
0.08
lg_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.03
403
1.1%
0.0
352
1.0%
-0.05
349
1.0%
-0.07
315
0.9%
-0.08
315
0.9%
-0.02
313
0.9%
-0.04
301
0.8%
-0.1
299
0.8%
-0.01
293
0.8%
-0.09
290
0.8%
-0.06
279
0.8%
-0.13
278
0.8%
-0.12
272
0.8%
-0.11
267
0.8%
0.02
264
0.7%
SMALLEST VALUES
-4.02
1
0.0%
-3.72
1
0.0%
-3.6
1
0.0%
-3.26
1
0.0%
-3.12
1
0.0%
-2.96
1
0.0%
-2.91
1
0.0%
-2.8
1
0.0%
-2.76
1
0.0%
-2.74
1
0.0%
-2.69
1
0.0%
-2.67
1
0.0%
-2.6
1
0.0%
-2.59
2
0.0%
-2.58
1
0.0%
LARGEST VALUES
12.45
1
0.0%
11.85
1
0.0%
11.73
1
0.0%
11.53
1
0.0%
11.22
1
0.0%
11.03
1
0.0%
10.97
1
0.0%
10.64
1
0.0%
10.63
1
0.0%
10.61
1
0.0%
10.54
2
0.0%
10.49
1
0.0%
10.48
2
0.0%
10.43
1
0.0%
10.36
1
0.0%
Associations
Showing ONLY dataset "DataFrame"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
WAR
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
1.00
WAR_off
0.94
WAA
0.92
runs_above_avg
0.92
WAA_off
0.84
runs_above_avg_off
0.84
runs_bat
0.77
PA
0.71
TOB_lg
0.71
WAR_rep
0.70
runs_replacement
0.70
Inn
0.69
TB_lg
0.69
waa_win_perc
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.10
team_ID
0.08
lg_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.03
403
1.1%
0.0
352
1.0%
-0.05
349
1.0%
-0.07
315
0.9%
-0.08
315
0.9%
-0.02
313
0.9%
-0.04
301
0.8%
-0.1
299
0.8%
-0.01
293
0.8%
-0.09
290
0.8%
-0.06
279
0.8%
-0.13
278
0.8%
-0.12
272
0.8%
-0.11
267
0.8%
0.02
264
0.7%
SMALLEST VALUES
-4.02
1
0.0%
-3.72
1
0.0%
-3.6
1
0.0%
-3.26
1
0.0%
-3.12
1
0.0%
-2.96
1
0.0%
-2.91
1
0.0%
-2.8
1
0.0%
-2.76
1
0.0%
-2.74
1
0.0%
-2.69
1
0.0%
-2.67
1
0.0%
-2.6
1
0.0%
-2.59
2
0.0%
-2.58
1
0.0%
LARGEST VALUES
12.45
1
0.0%
11.85
1
0.0%
11.73
1
0.0%
11.53
1
0.0%
11.22
1
0.0%
11.03
1
0.0%
10.97
1
0.0%
10.64
1
0.0%
10.63
1
0.0%
10.61
1
0.0%
10.54
2
0.0%
10.49
1
0.0%
10.48
2
0.0%
10.43
1
0.0%
10.36
1
0.0%
name_common
MISSING:
---
40
0%
-
-
Sandy Alomar
34
0%
-
-
Jose Cruz
34
0%
-
-
Jerry Hairston
33
0%
-
-
Alex Gonzalez
32
0%
-
-
Gary Matthews
32
0%
-
-
Dick Schofield
31
0%
-
-
Frank Thomas
29
0%
-
-
Rickey Henderson
28
0%
-
-
Tony Gwynn
27
0%
-
-
Harold Baines
27
0%
-
-
Tim Raines
26
0%
-
-
Joe Morgan
26
0%
-
-
Pete Rose
25
0%
-
-
Jim Thome
25
0%
-
-
Rick Dempsey
25
0%
-
-
Pat Kelly
25
0%
-
-
Bill Buckner
25
0%
-
-
Julio Franco
25
0%
-
-
Ruben Sierra
24
0%
-
-
John Mayberry
24
0%
-
-
Rusty Staub
24
0%
-
-
Carlton Fisk
24
0%
-
-
Gary Sheffield
24
0%
-
-
Omar Vizquel
24
0%
-
-
Dave Roberts
23
0%
-
-
Eddie Murray
23
0%
-
-
Tommy Davis
23
0%
-
-
Tony Pena
23
0%
-
-
Jay Johnstone
23
0%
-
-
Brian Hunter
23
0%
-
-
Carlos Beltran
23
0%
-
-
Ken Griffey Jr.
23
0%
-
-
Carl Yastrzemski
23
0%
-
-
Ivan Rodriguez
23
0%
-
-
Jim Dwyer
23
0%
-
-
Tony Perez
23
0%
-
-
Lenny Harris
23
0%
-
-
Luis Gonzalez
23
0%
-
-
Dave Winfield
23
0%
-
-
Tim McCarver
22
0%
-
-
Ken Griffey
22
0%
-
-
Willie McCovey
22
0%
-
-
Matt Stairs
22
0%
-
-
Pat Borders
22
0%
-
-
Graig Nettles
22
0%
-
-
Greg Myers
22
0%
-
-
Darrell Evans
22
0%
-
-
Barry Bonds
22
0%
-
-
Alex Rodriguez
22
0%
-
-
Gary Gaetti
22
0%
-
-
Chris Speier
22
0%
-
-
Brian Giles
21
0%
-
-
Willie Stargell
21
0%
-
-
Shawon Dunston
21
0%
-
-
Willie Horton
21
0%
-
-
Paul Molitor
21
0%
-
-
Bob Watson
21
0%
-
-
Reggie Jackson
21
0%
-
-
Jose Vizcaino
21
0%
-
-
Fred McGriff
34,034
96%
-
-
(Other)
age
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
salary
0.27
mlb_ID
-0.14
G
0.13
TOB_lg
0.11
runs_position
-0.11
runs_replacement
0.11
TB_lg
0.10
PA
0.10
year_ID
0.10
WAR_rep
0.10
pyth_exponent
0.10
teamRpG
0.10
runs_dp
-0.10
oppRpPA_rep
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.13
team_ID
0.09
lg_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
26.0
3,457
9.7%
25.0
3,362
9.5%
27.0
3,303
9.3%
28.0
3,115
8.8%
24.0
2,922
8.2%
29.0
2,742
7.7%
30.0
2,430
6.8%
23.0
2,186
6.2%
31.0
2,126
6.0%
32.0
1,814
5.1%
33.0
1,536
4.3%
22.0
1,359
3.8%
34.0
1,242
3.5%
35.0
944
2.7%
21.0
708
2.0%
SMALLEST VALUES
17.0
4
0.0%
18.0
25
0.1%
19.0
100
0.3%
20.0
299
0.8%
21.0
708
2.0%
22.0
1,359
3.8%
23.0
2,186
6.2%
24.0
2,922
8.2%
25.0
3,362
9.5%
26.0
3,457
9.7%
27.0
3,303
9.3%
28.0
3,115
8.8%
29.0
2,742
7.7%
30.0
2,430
6.8%
31.0
2,126
6.0%
LARGEST VALUES
54.0
1
0.0%
50.0
1
0.0%
48.0
2
0.0%
47.0
1
0.0%
46.0
1
0.0%
45.0
5
0.0%
44.0
8
0.0%
43.0
14
0.0%
42.0
32
0.1%
41.0
63
0.2%
40.0
118
0.3%
39.0
184
0.5%
38.0
309
0.9%
37.0
431
1.2%
36.0
660
1.9%
mlb_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
year_ID
0.73
oppRpPA_rep
0.16
salary
0.16
age
-0.14
pyth_exponent_rep
0.13
pyth_exponent
0.12
oppRpG
0.12
oppRpG_rep
0.12
teamRpG
0.10
G
-0.06
TOB_lg
-0.05
WAR_rep
-0.05
runs_replacement
-0.04
PA
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.32
lg_ID
0.02
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
115749.0
29
0.1%
110456.0
27
0.1%
212297.0
25
0.1%
121454.0
25
0.1%
111663.0
25
0.1%
123272.0
25
0.1%
122218.0
25
0.1%
113264.0
25
0.1%
122111.0
24
0.1%
114182.0
24
0.1%
120891.0
24
0.1%
122699.0
24
0.1%
123744.0
24
0.1%
136860.0
23
0.1%
116650.0
23
0.1%
SMALLEST VALUES
110001.0
17
0.0%
110002.0
7
0.0%
110010.0
5
0.0%
110011.0
10
0.0%
110025.0
7
0.0%
110029.0
20
0.1%
110042.0
13
0.0%
110050.0
8
0.0%
110051.0
1
0.0%
110060.0
3
0.0%
110064.0
1
0.0%
110065.0
5
0.0%
110071.0
7
0.0%
110073.0
4
0.0%
110082.0
6
0.0%
LARGEST VALUES
670712.0
1
0.0%
670541.0
1
0.0%
670032.0
1
0.0%
669738.0
1
0.0%
669720.0
2
0.0%
669374.0
1
0.0%
669257.0
1
0.0%
669256.0
1
0.0%
669242.0
1
0.0%
669222.0
1
0.0%
669221.0
1
0.0%
668942.0
1
0.0%
668804.0
1
0.0%
668800.0
1
0.0%
668670.0
1
0.0%
player_ID
MISSING:
---
29
0%
-
-
henderi01
27
0%
-
-
baineha01
25
0%
-
-
rosepe01
25
0%
-
-
sierrru01
25
0%
-
-
dempsri01
25
0%
-
-
bucknbi01
25
0%
-
-
thomeji01
25
0%
-
-
francju01
24
0%
-
-
fiskca01
24
0%
-
-
sheffga01
24
0%
-
-
vizquom01
24
0%
-
-
staubru01
24
0%
-
-
raineti01
23
0%
-
-
dwyerji01
23
0%
-
-
griffke02
23
0%
-
-
murraed02
23
0%
-
-
perezto01
23
0%
-
-
yastrca01
23
0%
-
-
harrile01
23
0%
-
-
winfida01
23
0%
-
-
beltrca01
23
0%
-
-
rodriiv01
23
0%
-
-
johnsja01
23
0%
-
-
mccarti01
22
0%
-
-
morgajo02
22
0%
-
-
rodrial01
22
0%
-
-
speiech01
22
0%
-
-
bordepa01
22
0%
-
-
griffke01
22
0%
-
-
gaettga01
22
0%
-
-
stairma01
22
0%
-
-
evansda01
22
0%
-
-
davisto02
22
0%
-
-
myersgr01
22
0%
-
-
bondsba01
22
0%
-
-
alomasa02
22
0%
-
-
nettlgr01
22
0%
-
-
mccovwi01
21
0%
-
-
simmote01
21
0%
-
-
molitpa01
21
0%
-
-
mcgrifr01
21
0%
-
-
mcdonjo03
21
0%
-
-
dunstsh01
21
0%
-
-
quirkja01
21
0%
-
-
dawsoan01
21
0%
-
-
cardejo02
21
0%
-
-
jacksre01
21
0%
-
-
johnsde01
21
0%
-
-
washicl01
21
0%
-
-
vizcajo01
21
0%
-
-
watsobo01
21
0%
-
-
fairlro01
21
0%
-
-
ramirma02
21
0%
-
-
beltrad01
21
0%
-
-
bautijo02
21
0%
-
-
ripkeca01
21
0%
-
-
giambja01
21
0%
-
-
brettge01
21
0%
-
-
zeileto01
21
0%
-
-
stargwi01
34,155
96%
-
-
(Other)
year_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mlb_ID
0.73
oppRpPA_rep
0.52
pyth_exponent_rep
0.49
oppRpG
0.48
pyth_exponent
0.48
oppRpG_rep
0.48
teamRpG
0.45
salary
0.34
age
0.10
TB_lg
0.05
G
-0.02
OPS_plus
0.02
WAR_rep
-0.01
waa_win_perc_off
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.39
lg_ID
0.02
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
2000
713
2.0%
2014
705
2.0%
1998
700
2.0%
2015
699
2.0%
2013
696
2.0%
2012
696
2.0%
2001
694
2.0%
2019
694
2.0%
2018
691
1.9%
2011
690
1.9%
2008
687
1.9%
2016
681
1.9%
2010
680
1.9%
2006
677
1.9%
2005
677
1.9%
SMALLEST VALUES
1960
381
1.1%
1961
419
1.2%
1962
429
1.2%
1963
433
1.2%
1964
418
1.2%
1965
433
1.2%
1966
430
1.2%
1967
445
1.3%
1968
415
1.2%
1969
530
1.5%
1970
516
1.5%
1971
522
1.5%
1972
522
1.5%
1973
531
1.5%
1974
549
1.5%
LARGEST VALUES
2019
694
2.0%
2018
691
1.9%
2017
677
1.9%
2016
681
1.9%
2015
699
2.0%
2014
705
2.0%
2013
696
2.0%
2012
696
2.0%
2011
690
1.9%
2010
680
1.9%
2009
669
1.9%
2008
687
1.9%
2007
673
1.9%
2006
677
1.9%
2005
677
1.9%
team_ID
MISSING:
---
TOP CATEGORIES
WAR
(avg)
LAD
1,392
4%
0.90
NYY
1,379
4%
1.09
CHC
1,367
4%
0.68
CLE
1,365
4%
0.84
SFG
1,354
4%
0.92
NYM
1,349
4%
0.68
BAL
1,346
4%
1.04
BOS
1,338
4%
1.06
CHW
1,330
4%
0.80
STL
1,322
4%
1.00
PIT
1,317
4%
0.88
PHI
1,310
4%
0.83
CIN
1,297
4%
0.98
DET
1,292
4%
0.97
HOU
1,288
4%
0.85
MIN
1,253
4%
0.93
OAK
1,234
3%
0.98
(Other)
12,971
37%
0.79
ALL
35,504
100%
0.86
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_ID
PROVIDES INFORMATION ON...
runs_position_p
1.00
pitcher
1.00
lg_ID
0.95
stint_ID
0.01

THESE FEATURES GIVE INFORMATION
ON team_ID:
lg_ID
0.19
stint_ID
0.00
runs_position_p
0.00
pitcher
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
CORRELATION RATIO WITH...
year_ID
0.39
oppRpG
0.37
pyth_exponent_rep
0.36
oppRpG_rep
0.36
pyth_exponent
0.35
teamRpG
0.33
mlb_ID
0.32
oppRpPA_rep
0.28
waa_win_perc_rep
0.18
salary
0.15
runs_infield
0.10
runs_outfield
0.09
runs_replacement
0.09
WAA
0.09
stint_ID
MISSING:
---
TOP CATEGORIES
WAR
(avg)
1
32,950
93%
0.914
2
2,423
7%
0.227
3
124
0%
0.056
4
7
0%
0.140
ALL
35,504
100%
0.864
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
stint_ID
PROVIDES INFORMATION ON...
runs_position_p
1.00
pitcher
1.00
team_ID
0.00
lg_ID
0.00

THESE FEATURES GIVE INFORMATION
ON stint_ID:
team_ID
0.01
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
CORRELATION RATIO WITH...
G
0.18
Inn
0.17
PA
0.17
TOB_lg
0.17
TB_lg
0.17
runs_replacement
0.17
WAR_rep
0.17
age
0.13
runs_above_rep
0.11
WAR_off
0.11
WAR
0.10
salary
0.07
waa_win_perc_rep
0.05
runs_above_avg
0.04
lg_ID
MISSING:
---
TOP CATEGORIES
WAR
(avg)
AL
17,837
50%
0.909
NL
17,667
50%
0.819
ALL
35,504
100%
0.864
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
lg_ID
PROVIDES INFORMATION ON...
runs_position_p
1.00
pitcher
1.00
team_ID
0.19
stint_ID
0.00

THESE FEATURES GIVE INFORMATION
ON lg_ID:
team_ID
0.95
stint_ID
0.00
runs_position_p
0.00
pitcher
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lg_ID
CORRELATION RATIO WITH...
oppRpG
0.25
pyth_exponent_rep
0.24
oppRpG_rep
0.23
pyth_exponent
0.23
teamRpG
0.22
waa_win_perc_rep
0.17
runs_position
0.08
oppRpPA_rep
0.08
runs_replacement
0.08
WAR_rep
0.06
runs_infield
0.06
Inn
0.06
waa_win_perc_off
0.05
runs_above_avg_off
0.04
PA
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TOB_lg
1.00
TB_lg
0.99
Inn
0.99
runs_replacement
0.99
WAR_rep
0.99
G
0.96
waa_win_perc_rep
-0.75
WAR_off
0.74
runs_above_rep
0.72
WAR
0.71
waa_win_perc_off
0.44
OPS_plus
0.43
waa_win_perc
0.42
runs_above_avg_off
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.17
team_ID
0.05
lg_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
4
297
0.8%
1
296
0.8%
5
293
0.8%
3
284
0.8%
2
270
0.8%
8
255
0.7%
6
249
0.7%
7
245
0.7%
10
232
0.7%
9
222
0.6%
15
219
0.6%
11
217
0.6%
12
205
0.6%
13
195
0.5%
17
192
0.5%
SMALLEST VALUES
0
145
0.4%
1
296
0.8%
2
270
0.8%
3
284
0.8%
4
297
0.8%
5
293
0.8%
6
249
0.7%
7
245
0.7%
8
255
0.7%
9
222
0.6%
10
232
0.7%
11
217
0.6%
12
205
0.6%
13
195
0.5%
14
175
0.5%
LARGEST VALUES
778
1
0.0%
773
1
0.0%
771
1
0.0%
766
1
0.0%
765
1
0.0%
764
1
0.0%
763
1
0.0%
762
1
0.0%
759
2
0.0%
758
2
0.0%
757
2
0.0%
754
2
0.0%
752
5
0.0%
751
2
0.0%
750
1
0.0%
G
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
0.96
Inn
0.96
TOB_lg
0.96
WAR_rep
0.96
runs_replacement
0.96
TB_lg
0.96
WAR_off
0.66
waa_win_perc_rep
-0.65
runs_above_rep
0.65
WAR
0.63
OPS_plus
0.42
waa_win_perc_off
0.42
waa_win_perc
0.41
runs_above_avg_off
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.18
team_ID
0.04
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
7
484
1.4%
9
470
1.3%
4
469
1.3%
5
463
1.3%
6
459
1.3%
8
454
1.3%
2
418
1.2%
10
418
1.2%
3
414
1.2%
12
396
1.1%
13
395
1.1%
11
394
1.1%
1
384
1.1%
14
352
1.0%
15
347
1.0%
SMALLEST VALUES
1
384
1.1%
2
418
1.2%
3
414
1.2%
4
469
1.3%
5
463
1.3%
6
459
1.3%
7
484
1.4%
8
454
1.3%
9
470
1.3%
10
418
1.2%
11
394
1.1%
12
396
1.1%
13
395
1.1%
14
352
1.0%
15
347
1.0%
LARGEST VALUES
165
1
0.0%
164
4
0.0%
163
25
0.1%
162
233
0.7%
161
159
0.4%
160
209
0.6%
159
244
0.7%
158
299
0.8%
157
285
0.8%
156
266
0.7%
155
264
0.7%
154
293
0.8%
153
311
0.9%
152
280
0.8%
151
268
0.8%
Inn
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
0.99
TOB_lg
0.99
runs_replacement
0.99
WAR_rep
0.99
TB_lg
0.99
G
0.96
waa_win_perc_rep
-0.75
WAR_off
0.72
runs_above_rep
0.70
WAR
0.69
waa_win_perc_off
0.42
OPS_plus
0.42
waa_win_perc
0.41
WAA_off
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.17
team_ID
0.07
lg_ID
0.06
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
465
1.3%
9.0
224
0.6%
1.0
163
0.5%
2.0
138
0.4%
18.0
137
0.4%
3.0
115
0.3%
8.0
108
0.3%
10.0
107
0.3%
5.0
102
0.3%
4.0
97
0.3%
12.0
94
0.3%
11.0
92
0.3%
16.0
91
0.3%
17.0
89
0.3%
30.0
86
0.2%
SMALLEST VALUES
0.0
465
1.3%
0.3
1
0.0%
0.7
6
0.0%
1.0
163
0.5%
1.3
8
0.0%
1.7
7
0.0%
2.0
138
0.4%
2.3
8
0.0%
2.7
3
0.0%
3.0
115
0.3%
3.3
6
0.0%
3.7
8
0.0%
4.0
97
0.3%
4.3
7
0.0%
4.7
8
0.0%
LARGEST VALUES
1489.7
1
0.0%
1480.7
1
0.0%
1479.3
1
0.0%
1478.0
1
0.0%
1472.0
2
0.0%
1470.3
1
0.0%
1467.0
1
0.0%
1464.7
2
0.0%
1463.7
1
0.0%
1463.3
1
0.0%
1462.7
1
0.0%
1461.3
1
0.0%
1460.7
1
0.0%
1459.7
1
0.0%
1458.0
2
0.0%
runs_bat
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_off
0.93
WAA_off
0.93
WAR_off
0.84
runs_above_avg
0.81
WAA
0.81
WAR
0.77
runs_above_rep
0.77
waa_win_perc_off
0.61
waa_win_perc
0.52
OPS_plus
0.45
TOB_lg
0.37
PA
0.36
WAR_rep
0.36
runs_replacement
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
stint_ID
0.03
lg_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
181
0.5%
-0.28
77
0.2%
-0.26
75
0.2%
-0.29
61
0.2%
-0.25
59
0.2%
-0.27
59
0.2%
-0.3
55
0.2%
-0.54
54
0.2%
-0.52
52
0.1%
-0.98
51
0.1%
-1.26
49
0.1%
-0.78
47
0.1%
-0.75
46
0.1%
-0.51
46
0.1%
-0.48
46
0.1%
SMALLEST VALUES
-48.42
1
0.0%
-42.78
1
0.0%
-41.68
1
0.0%
-41.63
1
0.0%
-40.68
1
0.0%
-39.66
1
0.0%
-39.53
1
0.0%
-39.25
1
0.0%
-39.01
1
0.0%
-38.58
1
0.0%
-37.59
1
0.0%
-36.88
1
0.0%
-36.47
1
0.0%
-35.81
1
0.0%
-35.8
1
0.0%
LARGEST VALUES
115.82
1
0.0%
108.84
1
0.0%
106.43
1
0.0%
87.2
1
0.0%
84.01
1
0.0%
80.03
1
0.0%
77.84
1
0.0%
76.88
1
0.0%
76.39
1
0.0%
74.92
1
0.0%
74.24
1
0.0%
73.45
1
0.0%
73.38
1
0.0%
72.19
1
0.0%
71.76
1
0.0%
runs_br
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA
0.29
runs_above_avg
0.29
WAR
0.28
WAA_off
0.28
runs_above_rep
0.28
runs_above_avg_off
0.27
WAR_off
0.26
runs_dp
0.25
waa_win_perc
0.17
waa_win_perc_off
0.17
PA
0.14
TB_lg
0.14
TOB_lg
0.14
runs_replacement
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
stint_ID
0.02
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
1,278
3.6%
-0.01
672
1.9%
-0.02
383
1.1%
-0.03
262
0.7%
-0.04
252
0.7%
-0.1
238
0.7%
-0.09
233
0.7%
-0.06
221
0.6%
-0.05
215
0.6%
0.09
205
0.6%
0.05
205
0.6%
0.07
200
0.6%
0.11
200
0.6%
-0.07
199
0.6%
0.01
198
0.6%
SMALLEST VALUES
-7.91
1
0.0%
-7.47
1
0.0%
-7.33
1
0.0%
-7.3
1
0.0%
-7.15
1
0.0%
-6.96
1
0.0%
-6.79
1
0.0%
-6.77
1
0.0%
-6.62
1
0.0%
-6.6
1
0.0%
-6.56
1
0.0%
-6.45
1
0.0%
-6.4
1
0.0%
-6.18
1
0.0%
-6.15
1
0.0%
LARGEST VALUES
18.63
1
0.0%
17.54
1
0.0%
17.35
1
0.0%
17.3
1
0.0%
17.17
1
0.0%
17.15
1
0.0%
13.55
1
0.0%
13.44
1
0.0%
13.31
1
0.0%
13.11
1
0.0%
12.94
1
0.0%
12.38
1
0.0%
12.31
1
0.0%
12.22
1
0.0%
12.19
1
0.0%
runs_dp
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_br
0.25
age
-0.10
salary
-0.09
runs_bat
-0.09
runs_above_avg_def
0.08
WAA_def
0.08
WAR_def
0.08
runs_field
0.07
WAA
0.07
runs_above_avg
0.07
runs_defense
0.07
runs_position
0.06
WAR
0.05
waa_win_perc
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
lg_ID
0.03
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
4,327
12.2%
0.16
474
1.3%
-0.21
452
1.3%
-0.22
431
1.2%
0.17
430
1.2%
0.19
424
1.2%
-0.23
413
1.2%
0.18
379
1.1%
0.2
358
1.0%
-0.05
352
1.0%
0.21
335
0.9%
-0.06
333
0.9%
-0.24
282
0.8%
-0.25
270
0.8%
-0.01
260
0.7%
SMALLEST VALUES
-6.2
1
0.0%
-5.44
1
0.0%
-5.34
1
0.0%
-5.15
1
0.0%
-4.9
1
0.0%
-4.89
1
0.0%
-4.79
1
0.0%
-4.76
1
0.0%
-4.74
1
0.0%
-4.7
2
0.0%
-4.66
1
0.0%
-4.65
1
0.0%
-4.64
1
0.0%
-4.63
1
0.0%
-4.61
1
0.0%
LARGEST VALUES
6.65
1
0.0%
5.85
1
0.0%
5.63
1
0.0%
5.57
1
0.0%
5.35
2
0.0%
5.23
1
0.0%
5.21
1
0.0%
5.17
1
0.0%
5.12
1
0.0%
5.11
1
0.0%
5.1
1
0.0%
5.09
1
0.0%
4.95
1
0.0%
4.94
1
0.0%
4.9
2
0.0%
runs_field
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.91
runs_above_avg_def
0.77
WAA_def
0.77
WAR_def
0.77
waa_win_perc_def
0.52
runs_above_avg
0.44
WAA
0.44
WAR
0.36
runs_above_rep
0.36
waa_win_perc
0.29
runs_infield
0.13
runs_br
0.12
runs_outfield
0.08
runs_good_plays
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
lg_ID
0.01
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
7,457
21.0%
-1.0
1,554
4.4%
1.0
1,366
3.8%
-2.0
944
2.7%
2.0
781
2.2%
-3.0
598
1.7%
3.0
524
1.5%
-0.1
504
1.4%
-4.0
471
1.3%
-0.2
432
1.2%
4.0
415
1.2%
0.2
398
1.1%
0.1
386
1.1%
-0.4
371
1.0%
0.3
364
1.0%
SMALLEST VALUES
-32.3
1
0.0%
-31.7
1
0.0%
-31.0
2
0.0%
-30.0
2
0.0%
-29.2
1
0.0%
-29.0
1
0.0%
-28.0
1
0.0%
-27.7
1
0.0%
-26.0
4
0.0%
-25.9
1
0.0%
-24.3
2
0.0%
-24.0
2
0.0%
-23.9
1
0.0%
-23.8
1
0.0%
-23.5
1
0.0%
LARGEST VALUES
36.0
1
0.0%
34.7
1
0.0%
34.5
1
0.0%
34.0
1
0.0%
32.1
1
0.0%
32.0
2
0.0%
31.3
1
0.0%
31.0
1
0.0%
30.6
1
0.0%
30.0
2
0.0%
29.9
1
0.0%
29.6
1
0.0%
29.5
1
0.0%
29.2
1
0.0%
28.8
2
0.0%
runs_infield
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.25
WAA_def
0.22
WAR_def
0.22
runs_above_avg_def
0.22
waa_win_perc_def
0.14
runs_field
0.13
WAA
0.12
runs_above_avg
0.12
WAR
0.11
runs_above_rep
0.11
waa_win_perc
0.08
runs_good_plays
0.06
Inn
0.05
runs_replacement
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.10
lg_ID
0.06
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
28,018
78.9%
-1.0
2,776
7.8%
1.0
2,514
7.1%
2.0
760
2.1%
-2.0
739
2.1%
3.0
251
0.7%
-3.0
208
0.6%
4.0
104
0.3%
-4.0
61
0.2%
5.0
28
0.1%
-5.0
22
0.1%
-6.0
9
0.0%
6.0
8
0.0%
7.0
2
0.0%
8.0
2
0.0%
SMALLEST VALUES
-7.0
1
0.0%
-6.0
9
0.0%
-5.0
22
0.1%
-4.0
61
0.2%
-3.0
208
0.6%
-2.0
739
2.1%
-1.0
2,776
7.8%
0.0
28,018
78.9%
1.0
2,514
7.1%
2.0
760
2.1%
3.0
251
0.7%
4.0
104
0.3%
5.0
28
0.1%
6.0
8
0.0%
7.0
2
0.0%
LARGEST VALUES
9.0
1
0.0%
8.0
2
0.0%
7.0
2
0.0%
6.0
8
0.0%
5.0
28
0.1%
4.0
104
0.3%
3.0
251
0.7%
2.0
760
2.1%
1.0
2,514
7.1%
0.0
28,018
78.9%
-1.0
2,776
7.8%
-2.0
739
2.1%
-3.0
208
0.6%
-4.0
61
0.2%
-5.0
22
0.1%
runs_outfield
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.32
WAA_def
0.27
WAR_def
0.27
runs_above_avg_def
0.27
waa_win_perc_def
0.19
WAA
0.18
runs_above_avg
0.17
WAR
0.14
runs_above_rep
0.14
runs_good_plays
0.12
waa_win_perc
0.11
runs_field
0.08
age
-0.07
WAR_off
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.09
stint_ID
0.01
lg_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
26,191
73.8%
-1.0
2,532
7.1%
1.0
2,222
6.3%
-2.0
1,142
3.2%
2.0
938
2.6%
-3.0
571
1.6%
3.0
513
1.4%
4.0
301
0.8%
-4.0
285
0.8%
-5.0
190
0.5%
5.0
180
0.5%
6.0
104
0.3%
-6.0
83
0.2%
7.0
66
0.2%
-7.0
50
0.1%
SMALLEST VALUES
-12.0
1
0.0%
-11.0
1
0.0%
-10.0
5
0.0%
-9.0
7
0.0%
-8.0
18
0.1%
-7.0
50
0.1%
-6.0
83
0.2%
-5.0
190
0.5%
-4.0
285
0.8%
-3.0
571
1.6%
-2.0
1,142
3.2%
-1.0
2,532
7.1%
0.0
26,191
73.8%
1.0
2,222
6.3%
2.0
938
2.6%
LARGEST VALUES
17.0
1
0.0%
14.0
1
0.0%
13.0
1
0.0%
12.0
4
0.0%
11.0
6
0.0%
10.0
15
0.0%
9.0
33
0.1%
8.0
43
0.1%
7.0
66
0.2%
6.0
104
0.3%
5.0
180
0.5%
4.0
301
0.8%
3.0
513
1.4%
2.0
938
2.6%
1.0
2,222
6.3%
runs_catcher
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.26
WAA_def
0.25
WAR_def
0.25
runs_above_avg_def
0.25
waa_win_perc_def
0.21
WAA
0.12
runs_above_avg
0.12
WAR
0.11
runs_above_rep
0.11
waa_win_perc
0.11
runs_position
0.06
Inn
0.06
WAR_rep
0.05
runs_replacement
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
stint_ID
0.01
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
31,171
87.8%
-1.0
934
2.6%
1.0
601
1.7%
-2.0
528
1.5%
2.0
336
0.9%
-3.0
301
0.8%
3.0
255
0.7%
-4.0
246
0.7%
4.0
170
0.5%
-5.0
141
0.4%
5.0
129
0.4%
6.0
114
0.3%
-6.0
102
0.3%
7.0
78
0.2%
-7.0
62
0.2%
SMALLEST VALUES
-20.0
2
0.0%
-18.0
1
0.0%
-17.0
2
0.0%
-16.0
3
0.0%
-15.0
1
0.0%
-14.0
3
0.0%
-13.0
10
0.0%
-12.0
6
0.0%
-11.0
12
0.0%
-10.0
26
0.1%
-9.0
24
0.1%
-8.0
40
0.1%
-7.0
62
0.2%
-6.0
102
0.3%
-5.0
141
0.4%
LARGEST VALUES
27.0
1
0.0%
25.0
1
0.0%
21.0
2
0.0%
20.0
3
0.0%
19.0
5
0.0%
18.0
1
0.0%
17.0
4
0.0%
16.0
1
0.0%
15.0
7
0.0%
14.0
14
0.0%
13.0
8
0.0%
12.0
16
0.0%
11.0
22
0.1%
10.0
25
0.1%
9.0
47
0.1%
runs_good_plays
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.24
runs_above_avg_def
0.20
WAA_def
0.20
WAR_def
0.20
waa_win_perc_def
0.15
WAA
0.13
runs_above_avg
0.13
runs_outfield
0.12
WAR
0.11
runs_above_rep
0.11
waa_win_perc
0.09
runs_field
0.07
runs_infield
0.06
salary
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.05
lg_ID
0.02
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
29,728
83.7%
-1.0
1,940
5.5%
1.0
1,554
4.4%
2.0
692
1.9%
-2.0
685
1.9%
3.0
292
0.8%
-3.0
246
0.7%
4.0
112
0.3%
-4.0
88
0.2%
5.0
55
0.2%
-5.0
38
0.1%
6.0
20
0.1%
-6.0
16
0.0%
7.0
14
0.0%
-7.0
11
0.0%
SMALLEST VALUES
-10.0
1
0.0%
-8.0
4
0.0%
-7.0
11
0.0%
-6.0
16
0.0%
-5.0
38
0.1%
-4.0
88
0.2%
-3.0
246
0.7%
-2.0
685
1.9%
-1.0
1,940
5.5%
0.0
29,728
83.7%
1.0
1,554
4.4%
2.0
692
1.9%
3.0
292
0.8%
4.0
112
0.3%
5.0
55
0.2%
LARGEST VALUES
10.0
4
0.0%
9.0
1
0.0%
8.0
3
0.0%
7.0
14
0.0%
6.0
20
0.1%
5.0
55
0.2%
4.0
112
0.3%
3.0
292
0.8%
2.0
692
1.9%
1.0
1,554
4.4%
0.0
29,728
83.7%
-1.0
1,940
5.5%
-2.0
685
1.9%
-3.0
246
0.7%
-4.0
88
0.2%
runs_defense
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_field
0.91
runs_above_avg_def
0.85
WAA_def
0.85
WAR_def
0.85
waa_win_perc_def
0.58
WAA
0.49
runs_above_avg
0.49
WAR
0.41
runs_above_rep
0.40
waa_win_perc
0.33
runs_outfield
0.32
runs_catcher
0.26
runs_infield
0.25
runs_good_plays
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
lg_ID
0.02
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
4,004
11.3%
-1.0
1,966
5.5%
1.0
1,594
4.5%
-2.0
1,330
3.7%
2.0
1,009
2.8%
-3.0
882
2.5%
3.0
774
2.2%
-4.0
690
1.9%
-5.0
549
1.5%
4.0
542
1.5%
-0.1
427
1.2%
5.0
410
1.2%
-6.0
379
1.1%
-0.2
370
1.0%
6.0
337
0.9%
SMALLEST VALUES
-43.0
1
0.0%
-37.0
1
0.0%
-34.3
1
0.0%
-33.0
1
0.0%
-32.0
2
0.0%
-30.0
1
0.0%
-29.2
1
0.0%
-29.0
1
0.0%
-28.8
1
0.0%
-28.7
1
0.0%
-28.3
1
0.0%
-28.0
2
0.0%
-27.0
6
0.0%
-26.9
1
0.0%
-26.7
1
0.0%
LARGEST VALUES
40.0
1
0.0%
38.7
1
0.0%
38.0
1
0.0%
36.9
1
0.0%
35.7
1
0.0%
35.3
1
0.0%
35.1
1
0.0%
35.0
1
0.0%
34.0
2
0.0%
33.2
1
0.0%
33.0
1
0.0%
32.6
1
0.0%
32.5
2
0.0%
32.3
2
0.0%
32.0
3
0.0%
runs_position
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_def
0.58
WAA_def
0.57
WAR_def
0.57
runs_bat
-0.35
waa_win_perc_def
0.34
OPS_plus
-0.13
salary
-0.11
age
-0.11
runs_br
0.07
runs_defense
0.06
runs_dp
0.06
runs_catcher
0.06
runs_field
0.05
runs_replacement
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lg_ID
0.08
team_ID
0.08
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
537
1.5%
0.01
359
1.0%
0.03
200
0.6%
0.02
193
0.5%
-0.01
181
0.5%
-0.02
161
0.5%
-0.05
157
0.4%
0.06
156
0.4%
0.07
155
0.4%
0.05
145
0.4%
0.04
144
0.4%
-0.03
142
0.4%
0.08
140
0.4%
-0.04
138
0.4%
0.12
137
0.4%
SMALLEST VALUES
-16.2
2
0.0%
-15.9
1
0.0%
-15.85
1
0.0%
-15.71
1
0.0%
-15.6
3
0.0%
-15.5
2
0.0%
-15.49
2
0.0%
-15.47
1
0.0%
-15.45
1
0.0%
-15.44
1
0.0%
-15.43
1
0.0%
-15.38
1
0.0%
-15.26
1
0.0%
-15.16
1
0.0%
-15.1
1
0.0%
LARGEST VALUES
10.94
1
0.0%
10.92
1
0.0%
10.85
1
0.0%
10.83
3
0.0%
10.78
1
0.0%
10.76
1
0.0%
10.75
1
0.0%
10.73
2
0.0%
10.68
1
0.0%
10.67
1
0.0%
10.63
1
0.0%
10.61
1
0.0%
10.59
1
0.0%
10.58
3
0.0%
10.56
1
0.0%
runs_position_p
MISSING:
---
TOP CATEGORIES
WAR
(avg)
0.0
35,504
100%
0.864
ALL
35,504
100%
0.864
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
runs_position_p
PROVIDES INFORMATION ON...
pitcher
1.00
stint_ID
0.00
lg_ID
0.00
team_ID
0.00

THESE FEATURES GIVE INFORMATION
ON runs_position_p:
team_ID
1.00
stint_ID
1.00
lg_ID
1.00
pitcher
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
runs_position_p
CORRELATION RATIO WITH...
WAR
0.00
age
0.00
mlb_ID
0.00
year_ID
0.00
PA
0.00
G
0.00
Inn
0.00
runs_bat
0.00
runs_br
0.00
runs_dp
0.00
runs_field
0.00
runs_infield
0.00
runs_outfield
0.00
runs_catcher
0.00
runs_replacement
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR_rep
1.00
PA
0.99
TOB_lg
0.99
Inn
0.99
TB_lg
0.99
G
0.96
waa_win_perc_rep
-0.76
WAR_off
0.74
runs_above_rep
0.72
WAR
0.70
waa_win_perc_off
0.43
OPS_plus
0.43
waa_win_perc
0.41
WAA_off
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.17
team_ID
0.09
lg_ID
0.08
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.03
181
0.5%
0.34
150
0.4%
0.0
145
0.4%
0.07
143
0.4%
0.68
137
0.4%
0.75
126
0.4%
0.41
118
0.3%
0.04
115
0.3%
0.72
111
0.3%
0.1
110
0.3%
0.26
109
0.3%
0.16
107
0.3%
0.11
106
0.3%
0.15
105
0.3%
0.31
104
0.3%
SMALLEST VALUES
0.0
145
0.4%
0.03
181
0.5%
0.04
115
0.3%
0.06
69
0.2%
0.07
143
0.4%
0.08
58
0.2%
0.09
65
0.2%
0.1
110
0.3%
0.11
106
0.3%
0.12
68
0.2%
0.13
64
0.2%
0.14
98
0.3%
0.15
105
0.3%
0.16
107
0.3%
0.17
57
0.2%
LARGEST VALUES
26.75
1
0.0%
26.6
1
0.0%
26.59
2
0.0%
26.52
1
0.0%
26.51
1
0.0%
26.5
1
0.0%
26.43
1
0.0%
26.38
1
0.0%
26.34
2
0.0%
26.29
2
0.0%
26.28
1
0.0%
26.27
2
0.0%
26.22
1
0.0%
26.18
1
0.0%
26.17
3
0.0%
runs_above_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR
1.00
WAR_off
0.94
runs_above_avg
0.91
WAA
0.91
runs_above_avg_off
0.83
WAA_off
0.83
runs_bat
0.77
PA
0.72
TOB_lg
0.72
WAR_rep
0.72
runs_replacement
0.72
TB_lg
0.70
Inn
0.70
waa_win_perc
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.11
team_ID
0.07
lg_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.2
384
1.1%
-0.5
367
1.0%
0.0
350
1.0%
-0.3
349
1.0%
-0.8
341
1.0%
-0.9
330
0.9%
-0.4
329
0.9%
-0.1
320
0.9%
-0.7
309
0.9%
-1.1
305
0.9%
-0.6
298
0.8%
0.1
298
0.8%
0.3
293
0.8%
-1.0
291
0.8%
-1.2
275
0.8%
SMALLEST VALUES
-35.9
1
0.0%
-34.7
1
0.0%
-34.3
1
0.0%
-29.8
1
0.0%
-28.2
1
0.0%
-27.7
1
0.0%
-27.2
1
0.0%
-25.9
1
0.0%
-25.5
1
0.0%
-25.4
1
0.0%
-24.3
1
0.0%
-24.2
1
0.0%
-23.0
1
0.0%
-22.8
2
0.0%
-22.7
1
0.0%
LARGEST VALUES
126.7
1
0.0%
120.7
1
0.0%
114.0
1
0.0%
113.8
1
0.0%
112.3
1
0.0%
112.0
1
0.0%
108.6
1
0.0%
108.2
1
0.0%
106.5
1
0.0%
105.7
1
0.0%
105.4
1
0.0%
104.7
1
0.0%
104.6
1
0.0%
104.4
1
0.0%
103.9
1
0.0%
runs_above_avg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA
1.00
WAR
0.92
runs_above_rep
0.91
runs_above_avg_off
0.89
WAA_off
0.89
WAR_off
0.82
runs_bat
0.81
waa_win_perc
0.65
waa_win_perc_off
0.59
runs_defense
0.49
runs_field
0.44
runs_above_avg_def
0.41
WAA_def
0.41
WAR_def
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.09
stint_ID
0.04
lg_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.3
383
1.1%
-0.5
334
0.9%
-1.0
325
0.9%
-1.1
324
0.9%
-0.6
319
0.9%
-0.8
317
0.9%
-0.2
310
0.9%
-0.7
308
0.9%
-0.1
302
0.9%
0.0
300
0.8%
-1.2
284
0.8%
-1.3
280
0.8%
-1.5
279
0.8%
-0.4
278
0.8%
-1.7
272
0.8%
SMALLEST VALUES
-53.4
1
0.0%
-51.7
1
0.0%
-48.1
1
0.0%
-47.8
1
0.0%
-46.0
1
0.0%
-44.3
1
0.0%
-44.0
1
0.0%
-43.1
1
0.0%
-42.6
1
0.0%
-42.5
1
0.0%
-42.1
1
0.0%
-40.7
1
0.0%
-40.5
2
0.0%
-40.4
3
0.0%
-40.0
1
0.0%
LARGEST VALUES
106.3
1
0.0%
101.7
1
0.0%
93.1
1
0.0%
90.1
1
0.0%
89.8
1
0.0%
89.2
1
0.0%
88.8
1
0.0%
86.9
1
0.0%
85.1
1
0.0%
84.9
1
0.0%
83.8
1
0.0%
82.4
1
0.0%
82.2
1
0.0%
81.8
1
0.0%
81.2
1
0.0%
runs_above_avg_off
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA_off
1.00
runs_bat
0.93
WAR_off
0.90
runs_above_avg
0.89
WAA
0.89
WAR
0.84
runs_above_rep
0.83
waa_win_perc_off
0.66
waa_win_perc
0.57
OPS_plus
0.42
TOB_lg
0.39
PA
0.39
WAR_rep
0.37
runs_replacement
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.09
stint_ID
0.04
lg_ID
0.04
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.3
424
1.2%
-0.8
398
1.1%
-0.5
393
1.1%
-0.6
364
1.0%
-0.2
361
1.0%
0.0
355
1.0%
-0.9
337
0.9%
-1.2
332
0.9%
-0.1
330
0.9%
-0.7
327
0.9%
-1.1
323
0.9%
-1.0
320
0.9%
-1.3
317
0.9%
-0.4
313
0.9%
-1.6
311
0.9%
SMALLEST VALUES
-42.4
2
0.0%
-41.0
1
0.0%
-40.1
1
0.0%
-38.9
1
0.0%
-38.8
1
0.0%
-37.0
1
0.0%
-36.1
1
0.0%
-35.5
1
0.0%
-34.2
2
0.0%
-33.8
1
0.0%
-33.3
1
0.0%
-32.6
1
0.0%
-32.4
1
0.0%
-32.2
2
0.0%
-31.0
2
0.0%
LARGEST VALUES
110.9
1
0.0%
101.6
1
0.0%
101.1
1
0.0%
87.7
1
0.0%
80.5
1
0.0%
76.1
1
0.0%
74.8
1
0.0%
74.7
1
0.0%
74.5
1
0.0%
73.9
1
0.0%
73.7
1
0.0%
73.4
2
0.0%
72.9
2
0.0%
72.6
1
0.0%
71.9
1
0.0%
runs_above_avg_def
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA_def
1.00
WAR_def
1.00
runs_defense
0.85
runs_field
0.77
waa_win_perc_def
0.66
runs_position
0.58
runs_above_avg
0.41
WAA
0.41
WAR
0.33
runs_above_rep
0.32
waa_win_perc
0.27
runs_outfield
0.27
runs_catcher
0.25
runs_infield
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
lg_ID
0.02
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
1,346
3.8%
0.1
763
2.1%
-0.1
618
1.7%
-0.2
540
1.5%
0.2
536
1.5%
-0.4
482
1.4%
0.3
472
1.3%
-0.3
468
1.3%
-0.9
449
1.3%
0.4
426
1.2%
-0.6
423
1.2%
-0.7
422
1.2%
-1.0
416
1.2%
-0.8
397
1.1%
-1.1
391
1.1%
SMALLEST VALUES
-50.7
1
0.0%
-39.8
1
0.0%
-33.4
1
0.0%
-33.1
2
0.0%
-32.5
1
0.0%
-31.9
1
0.0%
-31.5
2
0.0%
-31.1
1
0.0%
-30.6
2
0.0%
-30.4
1
0.0%
-30.3
3
0.0%
-29.9
1
0.0%
-29.8
1
0.0%
-29.3
1
0.0%
-28.6
1
0.0%
LARGEST VALUES
48.3
1
0.0%
44.4
1
0.0%
42.0
1
0.0%
41.9
1
0.0%
41.7
1
0.0%
41.5
1
0.0%
41.2
1
0.0%
40.1
1
0.0%
39.6
1
0.0%
39.3
1
0.0%
39.0
1
0.0%
38.3
1
0.0%
37.8
1
0.0%
37.5
1
0.0%
37.4
1
0.0%
WAA
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg
1.00
WAR
0.92
runs_above_rep
0.91
WAA_off
0.89
runs_above_avg_off
0.89
WAR_off
0.82
runs_bat
0.81
waa_win_perc
0.65
waa_win_perc_off
0.59
runs_defense
0.49
runs_field
0.44
WAA_def
0.41
WAR_def
0.41
runs_above_avg_def
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.09
stint_ID
0.04
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.03
400
1.1%
-0.06
345
1.0%
0.0
326
0.9%
-0.13
312
0.9%
-0.11
303
0.9%
-0.09
302
0.9%
-0.12
292
0.8%
-0.05
289
0.8%
-0.08
284
0.8%
-0.07
276
0.8%
-0.1
272
0.8%
-0.01
269
0.8%
-0.18
260
0.7%
-0.15
258
0.7%
-0.04
255
0.7%
SMALLEST VALUES
-5.56
1
0.0%
-5.39
1
0.0%
-5.03
1
0.0%
-4.98
1
0.0%
-4.84
1
0.0%
-4.7
1
0.0%
-4.59
1
0.0%
-4.36
1
0.0%
-4.35
2
0.0%
-4.31
1
0.0%
-4.29
1
0.0%
-4.28
1
0.0%
-4.27
1
0.0%
-4.21
2
0.0%
-4.15
1
0.0%
LARGEST VALUES
10.18
1
0.0%
9.87
1
0.0%
9.86
1
0.0%
9.2
1
0.0%
8.98
1
0.0%
8.76
1
0.0%
8.75
1
0.0%
8.67
1
0.0%
8.46
2
0.0%
8.43
1
0.0%
8.4
1
0.0%
8.22
1
0.0%
8.19
1
0.0%
8.14
2
0.0%
8.12
1
0.0%
WAA_off
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_off
1.00
runs_bat
0.93
WAR_off
0.90
WAA
0.89
runs_above_avg
0.89
WAR
0.84
runs_above_rep
0.83
waa_win_perc_off
0.66
waa_win_perc
0.57
OPS_plus
0.42
TOB_lg
0.39
PA
0.39
WAR_rep
0.38
runs_replacement
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
stint_ID
0.04
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.03
454
1.3%
-0.06
387
1.1%
0.0
380
1.1%
-0.09
357
1.0%
-0.08
335
0.9%
-0.05
316
0.9%
-0.12
304
0.9%
-0.1
304
0.9%
-0.11
304
0.9%
-0.07
299
0.8%
-0.01
299
0.8%
-0.14
295
0.8%
-0.02
293
0.8%
-0.15
291
0.8%
-0.17
288
0.8%
SMALLEST VALUES
-4.4
1
0.0%
-4.37
1
0.0%
-4.35
1
0.0%
-4.34
1
0.0%
-3.98
1
0.0%
-3.93
1
0.0%
-3.91
2
0.0%
-3.78
1
0.0%
-3.64
1
0.0%
-3.61
1
0.0%
-3.49
1
0.0%
-3.47
1
0.0%
-3.45
1
0.0%
-3.44
1
0.0%
-3.42
2
0.0%
LARGEST VALUES
10.42
1
0.0%
9.9
1
0.0%
9.61
1
0.0%
8.57
1
0.0%
7.84
1
0.0%
7.81
1
0.0%
7.75
1
0.0%
7.68
1
0.0%
7.66
1
0.0%
7.49
1
0.0%
7.39
1
0.0%
7.22
1
0.0%
7.14
1
0.0%
7.12
1
0.0%
7.08
1
0.0%
WAA_def
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR_def
1.00
runs_above_avg_def
1.00
runs_defense
0.85
runs_field
0.77
waa_win_perc_def
0.66
runs_position
0.57
WAA
0.41
runs_above_avg
0.41
WAR
0.33
runs_above_rep
0.33
waa_win_perc
0.27
runs_outfield
0.27
runs_catcher
0.25
runs_infield
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
stint_ID
0.02
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
1,286
3.6%
0.01
710
2.0%
-0.01
636
1.8%
-0.02
513
1.4%
0.02
513
1.4%
0.03
489
1.4%
-0.03
464
1.3%
-0.04
439
1.2%
-0.1
439
1.2%
-0.05
425
1.2%
-0.09
423
1.2%
-0.08
407
1.1%
-0.07
386
1.1%
-0.12
384
1.1%
-0.06
384
1.1%
SMALLEST VALUES
-5.21
1
0.0%
-3.9
1
0.0%
-3.54
1
0.0%
-3.42
1
0.0%
-3.41
1
0.0%
-3.36
2
0.0%
-3.33
1
0.0%
-3.23
2
0.0%
-3.21
1
0.0%
-3.16
1
0.0%
-3.15
3
0.0%
-3.13
1
0.0%
-3.1
1
0.0%
-3.06
1
0.0%
-3.05
3
0.0%
LARGEST VALUES
4.98
1
0.0%
4.89
1
0.0%
4.78
1
0.0%
4.62
1
0.0%
4.47
1
0.0%
4.39
1
0.0%
4.27
1
0.0%
4.22
1
0.0%
4.18
1
0.0%
4.13
1
0.0%
4.12
1
0.0%
4.09
1
0.0%
4.03
1
0.0%
4.02
1
0.0%
4.0
1
0.0%
WAR_def
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA_def
1.00
runs_above_avg_def
1.00
runs_defense
0.85
runs_field
0.77
waa_win_perc_def
0.66
runs_position
0.57
WAA
0.41
runs_above_avg
0.41
WAR
0.33
runs_above_rep
0.33
waa_win_perc
0.27
runs_outfield
0.27
runs_catcher
0.25
runs_infield
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
stint_ID
0.02
lg_ID
0.00
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
1,286
3.6%
0.01
710
2.0%
-0.01
636
1.8%
-0.02
513
1.4%
0.02
513
1.4%
0.03
489
1.4%
-0.03
464
1.3%
-0.04
439
1.2%
-0.1
439
1.2%
-0.05
425
1.2%
-0.09
423
1.2%
-0.08
407
1.1%
-0.07
386
1.1%
-0.12
384
1.1%
-0.06
384
1.1%
SMALLEST VALUES
-5.21
1
0.0%
-3.9
1
0.0%
-3.54
1
0.0%
-3.42
1
0.0%
-3.41
1
0.0%
-3.36
2
0.0%
-3.33
1
0.0%
-3.23
2
0.0%
-3.21
1
0.0%
-3.16
1
0.0%
-3.15
3
0.0%
-3.13
1
0.0%
-3.1
1
0.0%
-3.06
1
0.0%
-3.05
3
0.0%
LARGEST VALUES
4.98
1
0.0%
4.89
1
0.0%
4.78
1
0.0%
4.62
1
0.0%
4.47
1
0.0%
4.39
1
0.0%
4.27
1
0.0%
4.22
1
0.0%
4.18
1
0.0%
4.13
1
0.0%
4.12
1
0.0%
4.09
1
0.0%
4.03
1
0.0%
4.02
1
0.0%
4.0
1
0.0%
WAR_off
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
0.94
WAR
0.94
WAA_off
0.90
runs_above_avg_off
0.90
runs_bat
0.84
WAA
0.82
runs_above_avg
0.82
PA
0.74
TOB_lg
0.74
WAR_rep
0.74
runs_replacement
0.74
TB_lg
0.72
Inn
0.72
waa_win_perc_off
0.68

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.11
team_ID
0.07
lg_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-0.03
465
1.3%
-0.05
436
1.2%
0.0
404
1.1%
-0.08
375
1.1%
-0.07
347
1.0%
-0.1
338
1.0%
-0.04
331
0.9%
-0.02
328
0.9%
-0.09
326
0.9%
0.01
325
0.9%
-0.06
323
0.9%
0.03
321
0.9%
-0.12
313
0.9%
-0.01
310
0.9%
-0.11
305
0.9%
SMALLEST VALUES
-3.14
1
0.0%
-2.97
1
0.0%
-2.58
1
0.0%
-2.55
1
0.0%
-2.35
1
0.0%
-2.32
1
0.0%
-2.08
1
0.0%
-2.07
1
0.0%
-1.99
1
0.0%
-1.93
1
0.0%
-1.91
1
0.0%
-1.9
1
0.0%
-1.85
2
0.0%
-1.83
2
0.0%
-1.8
1
0.0%
LARGEST VALUES
12.4
1
0.0%
11.77
1
0.0%
11.49
1
0.0%
10.54
1
0.0%
10.11
1
0.0%
9.93
1
0.0%
9.86
1
0.0%
9.85
1
0.0%
9.74
1
0.0%
9.68
1
0.0%
9.55
1
0.0%
9.54
2
0.0%
9.4
1
0.0%
9.38
1
0.0%
9.26
1
0.0%
WAR_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_replacement
1.00
PA
0.99
TOB_lg
0.99
Inn
0.99
TB_lg
0.99
G
0.96
waa_win_perc_rep
-0.76
WAR_off
0.74
runs_above_rep
0.72
WAR
0.70
waa_win_perc_off
0.44
OPS_plus
0.43
waa_win_perc
0.41
WAA_off
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.17
team_ID
0.07
lg_ID
0.06
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.03
776
2.2%
0.01
752
2.1%
0.02
741
2.1%
0.04
682
1.9%
0.05
609
1.7%
0.06
542
1.5%
0.07
491
1.4%
0.0
441
1.2%
0.09
434
1.2%
0.08
434
1.2%
0.11
389
1.1%
0.1
361
1.0%
0.12
352
1.0%
0.14
328
0.9%
0.13
325
0.9%
SMALLEST VALUES
0.0
441
1.2%
0.01
752
2.1%
0.02
741
2.1%
0.03
776
2.2%
0.04
682
1.9%
0.05
609
1.7%
0.06
542
1.5%
0.07
491
1.4%
0.08
434
1.2%
0.09
434
1.2%
0.1
361
1.0%
0.11
389
1.1%
0.12
352
1.0%
0.13
325
0.9%
0.14
328
0.9%
LARGEST VALUES
2.72
1
0.0%
2.71
1
0.0%
2.7
2
0.0%
2.68
2
0.0%
2.67
2
0.0%
2.65
2
0.0%
2.64
7
0.0%
2.63
8
0.0%
2.62
6
0.0%
2.61
2
0.0%
2.6
2
0.0%
2.59
4
0.0%
2.58
5
0.0%
2.57
8
0.0%
2.55
6
0.0%
salary
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TB_lg
0.35
TOB_lg
0.34
year_ID
0.34
PA
0.33
runs_replacement
0.33
WAR_rep
0.33
Inn
0.32
WAR_off
0.29
G
0.29
age
0.27
runs_above_rep
0.27
waa_win_perc_rep
-0.27
WAR
0.26
runs_bat
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.15
stint_ID
0.07
lg_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
17,609
49.6%
109000.0
297
0.8%
200000.0
272
0.8%
400000.0
259
0.7%
500000.0
250
0.7%
100000.0
249
0.7%
1000000.0
236
0.7%
300000.0
178
0.5%
150000.0
173
0.5%
2000000.0
170
0.5%
750000.0
154
0.4%
1500000.0
143
0.4%
3000000.0
134
0.4%
700000.0
130
0.4%
600000.0
129
0.4%
SMALLEST VALUES
0.0
17,609
49.6%
1.0
2
0.0%
600.0
1
0.0%
2400.0
1
0.0%
3000.0
2
0.0%
3300.0
1
0.0%
3600.0
3
0.0%
3900.0
1
0.0%
4200.0
3
0.0%
4500.0
5
0.0%
4800.0
3
0.0%
5000.0
1
0.0%
5100.0
3
0.0%
5400.0
5
0.0%
5500.0
3
0.0%
LARGEST VALUES
36833333.0
1
0.0%
34083000.0
1
0.0%
33000000.0
2
0.0%
32000000.0
1
0.0%
30000000.0
2
0.0%
29000000.0
2
0.0%
28166667.0
2
0.0%
28000000.0
5
0.0%
27500000.0
1
0.0%
27000000.0
1
0.0%
26187500.0
1
0.0%
26000000.0
4
0.0%
25000000.0
7
0.0%
24000000.0
9
0.0%
23854494.0
1
0.0%
pitcher
MISSING:
---
TOP CATEGORIES
WAR
(avg)
N
35,504
100%
0.864
ALL
35,504
100%
0.864
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pitcher
PROVIDES INFORMATION ON...
runs_position_p
1.00
stint_ID
0.00
lg_ID
0.00
team_ID
0.00

THESE FEATURES GIVE INFORMATION
ON pitcher:
team_ID
1.00
stint_ID
1.00
lg_ID
1.00
runs_position_p
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
CORRELATION RATIO WITH...
WAR
0.00
age
0.00
mlb_ID
0.00
year_ID
0.00
PA
0.00
G
0.00
Inn
0.00
runs_bat
0.00
runs_br
0.00
runs_dp
0.00
runs_field
0.00
runs_infield
0.00
runs_outfield
0.00
runs_catcher
0.00
teamRpG
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pyth_exponent
0.98
oppRpG
0.93
pyth_exponent_rep
0.92
oppRpG_rep
0.91
oppRpPA_rep
0.89
year_ID
0.45
waa_win_perc_off
0.36
waa_win_perc
0.32
OPS_plus
0.31
WAR_off
0.26
runs_above_rep
0.25
WAA_off
0.25
WAR
0.24
runs_above_avg_off
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.33
lg_ID
0.22
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
4.34384
6
0.0%
4.43014
5
0.0%
3.8881699999999997
5
0.0%
4.7790300000000006
4
0.0%
4.006419999999999
4
0.0%
4.78336
4
0.0%
3.8261
4
0.0%
3.83857
4
0.0%
4.68609
4
0.0%
4.24337
4
0.0%
4.45125
4
0.0%
4.37836
4
0.0%
4.58852
4
0.0%
4.21127
4
0.0%
4.33742
4
0.0%
SMALLEST VALUES
2.68514
1
0.0%
2.74795
1
0.0%
2.78823
1
0.0%
2.83461
1
0.0%
2.9435
1
0.0%
2.966
1
0.0%
2.9746799999999998
1
0.0%
2.99235
1
0.0%
3.0402299999999998
1
0.0%
3.0409599999999997
1
0.0%
3.05357
1
0.0%
3.06399
1
0.0%
3.06795
1
0.0%
3.07461
1
0.0%
3.08965
1
0.0%
LARGEST VALUES
6.49895
1
0.0%
6.14879
1
0.0%
6.12186
1
0.0%
6.1005199999999995
1
0.0%
6.0648599999999995
1
0.0%
6.05786
1
0.0%
6.01865
1
0.0%
6.00862
1
0.0%
5.9164699999999995
1
0.0%
5.89786
1
0.0%
5.87932
1
0.0%
5.87707
1
0.0%
5.84204
1
0.0%
5.81705
1
0.0%
5.798019999999999
1
0.0%
oppRpG
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pyth_exponent_rep
1.00
oppRpG_rep
1.00
pyth_exponent
0.98
oppRpPA_rep
0.96
teamRpG
0.93
year_ID
0.48
salary
0.15
mlb_ID
0.12
age
0.09
TB_lg
0.07
waa_win_perc_rep
0.05
TOB_lg
0.04
runs_replacement
0.04
runs_position
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.37
lg_ID
0.25
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
4.32337
652
1.8%
5.05048
383
1.1%
4.15524
383
1.1%
4.73359
373
1.1%
4.641859999999999
371
1.0%
4.28947
370
1.0%
4.60824
369
1.0%
4.86675
363
1.0%
4.13265
361
1.0%
4.50898
361
1.0%
4.55336
361
1.0%
4.778519999999999
359
1.0%
4.3812
357
1.0%
4.29243
356
1.0%
4.303999999999999
355
1.0%
SMALLEST VALUES
3.40823
210
0.6%
3.4085
205
0.6%
3.46795
266
0.7%
3.67965
227
0.6%
3.8082300000000004
227
0.6%
3.8235699999999997
218
0.6%
3.85934
269
0.8%
3.8623
281
0.8%
3.87468
263
0.7%
3.8773699999999995
256
0.7%
3.87817
269
0.8%
3.8830199999999997
216
0.6%
3.8999599999999996
259
0.7%
3.92041
274
0.8%
3.9392400000000003
213
0.6%
LARGEST VALUES
5.39802
331
0.9%
5.31786
330
0.9%
5.29365
312
0.9%
5.2498
273
0.8%
5.10078
321
0.9%
5.05048
383
1.1%
5.04133
331
0.9%
5.01201
326
0.9%
4.97381
351
1.0%
4.96224
325
0.9%
4.95606
350
1.0%
4.934
308
0.9%
4.92028
314
0.9%
4.9038699999999995
319
0.9%
4.88558
321
0.9%
oppRpPA_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pyth_exponent_rep
0.96
oppRpG_rep
0.96
oppRpG
0.96
pyth_exponent
0.94
teamRpG
0.89
year_ID
0.52
mlb_ID
0.16
salary
0.16
waa_win_perc_rep
0.12
age
0.10
TB_lg
0.07
TOB_lg
0.04
WAR_rep
-0.02
waa_win_perc_def
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.28
lg_ID
0.08
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.08422
638
1.8%
0.07042000000000001
573
1.6%
0.07037
535
1.5%
0.06581000000000001
532
1.5%
0.07554
383
1.1%
0.09436
383
1.1%
0.08856
373
1.1%
0.08571000000000001
371
1.0%
0.07895
370
1.0%
0.08528
369
1.0%
0.09085
363
1.0%
0.08274
361
1.0%
0.07082999999999999
361
1.0%
0.08379
361
1.0%
0.08882000000000001
359
1.0%
SMALLEST VALUES
0.05508
266
0.7%
0.0558
205
0.6%
0.056029999999999996
210
0.6%
0.06197999999999999
227
0.6%
0.06371
218
0.6%
0.06421
227
0.6%
0.06581000000000001
532
1.5%
0.06631000000000001
269
0.8%
0.06654
259
0.7%
0.06655
273
0.8%
0.06667999999999999
220
0.6%
0.0669
207
0.6%
0.06781000000000001
256
0.7%
0.06911
254
0.7%
0.06917000000000001
216
0.6%
LARGEST VALUES
0.09509
331
0.9%
0.09436
383
1.1%
0.09361
330
0.9%
0.09295
312
0.9%
0.09274
351
1.0%
0.09247999999999999
273
0.8%
0.09085
363
1.0%
0.09007000000000001
350
1.0%
0.08997999999999999
308
0.9%
0.08892
321
0.9%
0.08882000000000001
359
1.0%
0.08856
373
1.1%
0.08829
331
0.9%
0.08805
344
1.0%
0.08793
331
0.9%
oppRpG_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pyth_exponent_rep
1.00
oppRpG
1.00
pyth_exponent
0.97
oppRpPA_rep
0.96
teamRpG
0.91
year_ID
0.48
waa_win_perc_rep
0.14
mlb_ID
0.12
salary
0.12
age
0.09
G
-0.07
WAR_rep
-0.06
Inn
-0.05
waa_win_perc_off
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
lg_ID
0.23
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
4.76308
59
0.2%
4.5462
52
0.1%
4.28859
51
0.1%
4.15897
50
0.1%
4.63888
49
0.1%
4.27844
48
0.1%
3.98015
46
0.1%
4.426159999999999
45
0.1%
4.25092
45
0.1%
4.80356
44
0.1%
4.69916
44
0.1%
4.13994
44
0.1%
4.72534
42
0.1%
4.55882
42
0.1%
4.87948
42
0.1%
SMALLEST VALUES
3.26618
23
0.1%
3.2669799999999998
1
0.0%
3.267
1
0.0%
3.26704
1
0.0%
3.26721
17
0.0%
3.26728
1
0.0%
3.26746
1
0.0%
3.2675400000000003
1
0.0%
3.26756
1
0.0%
3.2675799999999997
1
0.0%
3.26761
1
0.0%
3.26809
1
0.0%
3.2681299999999998
1
0.0%
3.26824
1
0.0%
3.26836
1
0.0%
LARGEST VALUES
5.39802
3
0.0%
5.38865
1
0.0%
5.3730199999999995
1
0.0%
5.36734
1
0.0%
5.36521
1
0.0%
5.36341
1
0.0%
5.360519999999999
5
0.0%
5.35914
1
0.0%
5.35711
1
0.0%
5.35479
1
0.0%
5.35427
1
0.0%
5.35115
1
0.0%
5.34927
1
0.0%
5.34898
1
0.0%
5.346369999999999
1
0.0%
pyth_exponent
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
teamRpG
0.98
oppRpG
0.98
pyth_exponent_rep
0.98
oppRpG_rep
0.97
oppRpPA_rep
0.94
year_ID
0.48
salary
0.18
waa_win_perc_off
0.17
OPS_plus
0.17
waa_win_perc
0.16
TB_lg
0.16
WAR_off
0.14
runs_above_rep
0.14
WAA_off
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.35
lg_ID
0.23
stint_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
1.868
366
1.0%
1.871
338
1.0%
1.8630000000000002
332
0.9%
1.87
330
0.9%
1.88
318
0.9%
1.867
318
0.9%
1.8659999999999999
317
0.9%
1.864
315
0.9%
1.8719999999999999
315
0.9%
1.8840000000000001
308
0.9%
1.875
307
0.9%
1.882
305
0.9%
1.892
302
0.9%
1.879
301
0.8%
1.874
299
0.8%
SMALLEST VALUES
1.682
1
0.0%
1.683
1
0.0%
1.69
1
0.0%
1.694
1
0.0%
1.695
1
0.0%
1.6969999999999998
1
0.0%
1.7009999999999998
2
0.0%
1.705
4
0.0%
1.706
1
0.0%
1.7069999999999999
5
0.0%
1.7080000000000002
4
0.0%
1.709
2
0.0%
1.71
3
0.0%
1.7109999999999999
3
0.0%
1.712
7
0.0%
LARGEST VALUES
2.008
1
0.0%
2.006
1
0.0%
2.0
1
0.0%
1.999
1
0.0%
1.996
1
0.0%
1.995
1
0.0%
1.992
1
0.0%
1.9909999999999999
1
0.0%
1.99
1
0.0%
1.989
4
0.0%
1.9880000000000002
2
0.0%
1.9869999999999999
2
0.0%
1.986
1
0.0%
1.984
3
0.0%
1.983
2
0.0%
pyth_exponent_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
oppRpG_rep
1.00
oppRpG
1.00
pyth_exponent
0.98
oppRpPA_rep
0.96
teamRpG
0.92
year_ID
0.49
salary
0.14
mlb_ID
0.13
waa_win_perc_rep
0.10
age
0.09
G
-0.04
TB_lg
0.04
waa_win_perc_off
-0.04
WAR_rep
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
lg_ID
0.24
stint_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
1.864
555
1.6%
1.8619999999999999
518
1.5%
1.865
492
1.4%
1.8630000000000002
473
1.3%
1.879
429
1.2%
1.841
426
1.2%
1.8090000000000002
425
1.2%
1.886
417
1.2%
1.867
402
1.1%
1.8659999999999999
399
1.1%
1.8130000000000002
381
1.1%
1.8880000000000001
376
1.1%
1.88
370
1.0%
1.889
355
1.0%
1.881
354
1.0%
SMALLEST VALUES
1.7180000000000002
93
0.3%
1.719
61
0.2%
1.72
60
0.2%
1.7209999999999999
55
0.2%
1.722
43
0.1%
1.723
36
0.1%
1.724
24
0.1%
1.725
16
0.0%
1.726
64
0.2%
1.7269999999999999
41
0.1%
1.7280000000000002
40
0.1%
1.729
31
0.1%
1.73
32
0.1%
1.7309999999999999
18
0.1%
1.732
19
0.1%
LARGEST VALUES
1.97
4
0.0%
1.969
1
0.0%
1.9680000000000002
15
0.0%
1.9669999999999999
21
0.1%
1.966
41
0.1%
1.965
33
0.1%
1.964
47
0.1%
1.963
61
0.2%
1.962
71
0.2%
1.9609999999999999
41
0.1%
1.96
15
0.0%
1.959
16
0.0%
1.9580000000000002
29
0.1%
1.9569999999999999
37
0.1%
1.956
52
0.1%
waa_win_perc
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
waa_win_perc_off
0.87
OPS_plus
0.69
WAR
0.67
runs_above_rep
0.67
WAA
0.65
runs_above_avg
0.65
WAR_off
0.61
WAA_off
0.57
runs_above_avg_off
0.57
runs_bat
0.52
waa_win_perc_def
0.50
PA
0.42
TOB_lg
0.42
WAR_rep
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
stint_ID
0.04
lg_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.4946
123
0.3%
0.498
119
0.3%
0.4958
117
0.3%
0.49700000000000005
112
0.3%
0.4937
112
0.3%
0.4929
112
0.3%
0.4944
110
0.3%
0.4973
110
0.3%
0.4983
110
0.3%
0.5
110
0.3%
0.4989
109
0.3%
0.4968
109
0.3%
0.4974
108
0.3%
0.4931
107
0.3%
0.4935
107
0.3%
SMALLEST VALUES
0.29100000000000004
1
0.0%
0.2925
1
0.0%
0.2953
1
0.0%
0.3125
1
0.0%
0.3188
1
0.0%
0.3211
1
0.0%
0.3234
1
0.0%
0.3239
1
0.0%
0.3241
1
0.0%
0.3249
1
0.0%
0.3251
1
0.0%
0.3253
1
0.0%
0.3258
1
0.0%
0.3289
1
0.0%
0.34
1
0.0%
LARGEST VALUES
0.6975
1
0.0%
0.6572
1
0.0%
0.6565
1
0.0%
0.6414
1
0.0%
0.6389
1
0.0%
0.6329
1
0.0%
0.6327
1
0.0%
0.631
1
0.0%
0.6236
1
0.0%
0.6218
1
0.0%
0.6205
1
0.0%
0.6146
1
0.0%
0.6131
1
0.0%
0.6099
1
0.0%
0.6034
1
0.0%
waa_win_perc_off
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
waa_win_perc
0.87
OPS_plus
0.79
WAR_off
0.68
WAA_off
0.66
runs_above_avg_off
0.66
WAR
0.63
runs_above_rep
0.63
runs_bat
0.61
runs_above_avg
0.59
WAA
0.59
PA
0.44
TOB_lg
0.44
WAR_rep
0.44
runs_replacement
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
lg_ID
0.05
stint_ID
0.04
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.49700000000000005
135
0.4%
0.5
132
0.4%
0.4958
130
0.4%
0.4916
127
0.4%
0.5008
126
0.4%
0.4938
125
0.4%
0.499
124
0.3%
0.4939
124
0.3%
0.4965
123
0.3%
0.4998
122
0.3%
0.4985
121
0.3%
0.4979
121
0.3%
0.4974
121
0.3%
0.4952
119
0.3%
0.495
119
0.3%
SMALLEST VALUES
0.3346
1
0.0%
0.3666
1
0.0%
0.3715
1
0.0%
0.3734
1
0.0%
0.3737
1
0.0%
0.3757
1
0.0%
0.3764
1
0.0%
0.3781
1
0.0%
0.379
1
0.0%
0.3792
1
0.0%
0.3799
1
0.0%
0.3801
1
0.0%
0.38299999999999995
1
0.0%
0.3832
1
0.0%
0.3847
1
0.0%
LARGEST VALUES
0.6871
1
0.0%
0.6572
1
0.0%
0.6541
1
0.0%
0.6414
1
0.0%
0.6329
1
0.0%
0.631
1
0.0%
0.6234
1
0.0%
0.6023
1
0.0%
0.5995
1
0.0%
0.5946
1
0.0%
0.5921
1
0.0%
0.5897
1
0.0%
0.5885
1
0.0%
0.5882
1
0.0%
0.588
1
0.0%
waa_win_perc_def
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_def
0.66
WAA_def
0.66
WAR_def
0.66
runs_defense
0.58
runs_field
0.52
waa_win_perc
0.50
runs_position
0.34
runs_above_avg
0.28
WAA
0.28
WAR
0.25
runs_above_rep
0.24
runs_catcher
0.21
runs_outfield
0.19
runs_good_plays
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
lg_ID
0.03
stint_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.5
601
1.7%
0.5002
224
0.6%
0.5005
218
0.6%
0.5003
215
0.6%
0.5004
196
0.6%
0.5001
196
0.6%
0.4985
195
0.5%
0.4992
194
0.5%
0.501
194
0.5%
0.5011
193
0.5%
0.4987
193
0.5%
0.499
190
0.5%
0.4969
189
0.5%
0.4993
186
0.5%
0.4977
185
0.5%
SMALLEST VALUES
0.3351
1
0.0%
0.3639
1
0.0%
0.3684
1
0.0%
0.3741
1
0.0%
0.38799999999999996
1
0.0%
0.396
1
0.0%
0.3964
1
0.0%
0.3974
1
0.0%
0.3976
1
0.0%
0.3986
1
0.0%
0.3997
1
0.0%
0.4005
1
0.0%
0.4007
1
0.0%
0.4011
1
0.0%
0.402
1
0.0%
LARGEST VALUES
0.6431
1
0.0%
0.6205
1
0.0%
0.618
1
0.0%
0.6122
1
0.0%
0.6117
1
0.0%
0.6113
1
0.0%
0.6077
2
0.0%
0.6043
1
0.0%
0.601
1
0.0%
0.599
1
0.0%
0.594
1
0.0%
0.5804
1
0.0%
0.5776
1
0.0%
0.5751
1
0.0%
0.5746
1
0.0%
waa_win_perc_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR_rep
-0.76
runs_replacement
-0.76
Inn
-0.75
PA
-0.75
TOB_lg
-0.74
TB_lg
-0.73
G
-0.65
WAR_off
-0.56
runs_above_rep
-0.53
WAR
-0.52
OPS_plus
-0.42
waa_win_perc_off
-0.30
WAA_off
-0.28
runs_above_avg_off
-0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.18
lg_ID
0.17
stint_ID
0.05
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.4864
526
1.5%
0.4865
461
1.3%
0.4845
453
1.3%
0.4853
427
1.2%
0.4862
419
1.2%
0.485
409
1.2%
0.486
396
1.1%
0.4846
393
1.1%
0.4869
388
1.1%
0.4858
387
1.1%
0.4861
386
1.1%
0.4868
367
1.0%
0.4849
364
1.0%
0.4866
356
1.0%
0.4867
351
1.0%
SMALLEST VALUES
0.4812
27
0.1%
0.4813
21
0.1%
0.4814
2
0.0%
0.4815
6
0.0%
0.4817
30
0.1%
0.4818
25
0.1%
0.4819
30
0.1%
0.48200000000000004
40
0.1%
0.4821
10
0.0%
0.4822
29
0.1%
0.4823
10
0.0%
0.4824
35
0.1%
0.4825
17
0.0%
0.4826
42
0.1%
0.4827
52
0.1%
LARGEST VALUES
0.5
145
0.4%
0.4998
3
0.0%
0.4997
6
0.0%
0.4996
6
0.0%
0.4995
7
0.0%
0.4994
13
0.0%
0.4993
16
0.0%
0.4992
14
0.0%
0.4991
21
0.1%
0.499
17
0.0%
0.4989
14
0.0%
0.4988
23
0.1%
0.4987
14
0.0%
0.4986
23
0.1%
0.4985
28
0.1%
OPS_plus
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
waa_win_perc_off
0.79
waa_win_perc
0.69
WAR_off
0.51
runs_above_rep
0.47
WAR
0.46
runs_bat
0.45
TOB_lg
0.43
PA
0.43
WAR_rep
0.43
runs_replacement
0.43
G
0.42
waa_win_perc_rep
-0.42
WAA_off
0.42
runs_above_avg_off
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.05
stint_ID
0.02
lg_ID
0.01
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
-100.0
963
2.7%
0.0
164
0.5%
-1.7682
3
0.0%
68.0498
3
0.0%
19.0476
3
0.0%
106.3848
3
0.0%
82.7566
3
0.0%
63.1264
3
0.0%
88.8537
3
0.0%
-38.8753
3
0.0%
104.1573
2
0.0%
24.0605
2
0.0%
100.3906
2
0.0%
125.3433
2
0.0%
117.6673
2
0.0%
SMALLEST VALUES
-100.0
963
2.7%
-86.8835
1
0.0%
-85.9649
1
0.0%
-85.3651
1
0.0%
-83.3721
1
0.0%
-82.4469
1
0.0%
-82.2664
1
0.0%
-82.238
1
0.0%
-82.1969
1
0.0%
-81.685
1
0.0%
-81.4057
1
0.0%
-80.3806
1
0.0%
-80.143
1
0.0%
-80.008
1
0.0%
-79.9259
1
0.0%
LARGEST VALUES
1201.4576
1
0.0%
1148.6568
1
0.0%
801.2618
1
0.0%
774.3169
1
0.0%
709.5816
1
0.0%
683.6822
1
0.0%
605.4948
1
0.0%
577.6694
1
0.0%
558.543
1
0.0%
546.3473
1
0.0%
543.1465
1
0.0%
539.5218
1
0.0%
530.5345
1
0.0%
523.3096
1
0.0%
507.9882
1
0.0%
TOB_lg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
1.00
TB_lg
1.00
runs_replacement
0.99
Inn
0.99
WAR_rep
0.99
G
0.96
WAR_off
0.74
waa_win_perc_rep
-0.74
runs_above_rep
0.72
WAR
0.71
waa_win_perc_off
0.44
OPS_plus
0.43
waa_win_perc
0.42
runs_above_avg_off
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.17
team_ID
0.05
lg_ID
0.02
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
150
0.4%
0.32799999999999996
18
0.1%
0.336
14
0.0%
0.326
13
0.0%
0.991
13
0.0%
0.324
13
0.0%
0.332
13
0.0%
0.33
12
0.0%
0.33299999999999996
12
0.0%
0.325
12
0.0%
0.33899999999999997
11
0.0%
0.33399999999999996
11
0.0%
0.337
11
0.0%
0.34299999999999997
10
0.0%
0.32899999999999996
10
0.0%
SMALLEST VALUES
0.0
150
0.4%
0.301
1
0.0%
0.305
1
0.0%
0.306
3
0.0%
0.307
1
0.0%
0.308
1
0.0%
0.311
1
0.0%
0.312
1
0.0%
0.313
3
0.0%
0.314
3
0.0%
0.315
2
0.0%
0.316
3
0.0%
0.317
1
0.0%
0.318
4
0.0%
0.319
3
0.0%
LARGEST VALUES
277.56
1
0.0%
270.355
1
0.0%
266.46299999999997
1
0.0%
265.073
1
0.0%
264.552
1
0.0%
264.478
1
0.0%
262.24
1
0.0%
261.666
1
0.0%
261.111
1
0.0%
260.177
1
0.0%
258.969
1
0.0%
258.91200000000003
1
0.0%
258.749
1
0.0%
258.657
1
0.0%
258.428
1
0.0%
TB_lg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TOB_lg
1.00
PA
0.99
runs_replacement
0.99
Inn
0.99
WAR_rep
0.99
G
0.96
waa_win_perc_rep
-0.73
WAR_off
0.72
runs_above_rep
0.70
WAR
0.69
waa_win_perc_off
0.43
OPS_plus
0.42
waa_win_perc
0.41
runs_above_avg_off
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
0.17
team_ID
0.06
lg_ID
0.03
runs_position_p
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
163
0.5%
0.425
10
0.0%
0.406
10
0.0%
0.43
9
0.0%
0.418
8
0.0%
1.9780000000000002
8
0.0%
0.385
7
0.0%
0.7909999999999999
7
0.0%
0.41
7
0.0%
0.41600000000000004
7
0.0%
0.431
7
0.0%
0.41100000000000003
7
0.0%
0.419
7
0.0%
3.247
7
0.0%
0.39
6
0.0%
SMALLEST VALUES
0.0
163
0.5%
0.344
1
0.0%
0.35100000000000003
1
0.0%
0.35200000000000004
1
0.0%
0.353
1
0.0%
0.35700000000000004
2
0.0%
0.358
1
0.0%
0.36200000000000004
1
0.0%
0.366
2
0.0%
0.369
2
0.0%
0.37
1
0.0%
0.37200000000000005
5
0.0%
0.373
3
0.0%
0.374
1
0.0%
0.375
2
0.0%
LARGEST VALUES
338.583
1
0.0%
320.422
1
0.0%
317.618
1
0.0%
313.082
1
0.0%
311.221
1
0.0%
309.948
1
0.0%
305.182
1
0.0%
303.83299999999997
1
0.0%
303.051
1
0.0%
301.78
1
0.0%
301.73400000000004
1
0.0%
301.714
1
0.0%
301.002
1
0.0%
300.24
1
0.0%
298.768
1
0.0%